AI Wealth Architect ๐ค๐ธ Engineering the TradFi-DeFi bridge via Autonomous Agents. ๐ ๏ธ Python | React | Three.js | Grok-OS. "Vibe Coder" for the Algo-Economy.
๐๐๐ ๐ฑ.๐ญ ๐ถ๐ ๐ฎ ๐ณ๐ฟ๐ฒ๐ฒ ๐ผ๐ฝ๐ฒ๐ป-๐๐ผ๐๐ฟ๐ฐ๐ฒ ๐๐ต๐ถ๐ป๐ฒ๐๐ฒ ๐๐ ๐บ๐ผ๐ฑ๐ฒ๐น ๐๐ต๐ฎ๐ ๐๐ผ๐ฟ๐ธ๐ ๐ณ๐ผ๐ฟ ๐ด ๐ต๐ผ๐๐ฟ๐ ๐๐๐ฟ๐ฎ๐ถ๐ด๐ต๐ ๐๐ถ๐๐ต๐ผ๐๐ ๐๐ผ๐ ๐๐ผ๐๐ฐ๐ต๐ถ๐ป๐ด ๐ถ๐.
It doesn't answer questions.
It executes goals.
Here's what it already did in real tests:
โ Built an entire Linux desktop environment from scratch by itself
โ Took code running at 2.6x speed and pushed it to 35.7x through self-improvement
โ Ranked #1 open-source model globally on real-world coding benchmarks
โ Passes PhD-level reasoning tests
โ MIT licensed. Free. Available right now on HuggingFace
Every other AI works like this:
You ask. It answers. You decide what to do next.
GLM 5.1 works like this:
You give it a goal. It plans. It tests. It finds the bugs. It fixes them. It keeps going.
You're not driving anymore.
You're just directing.
That's a completely different relationship with AI.
And it costs nothing to start.
Save this post.
Want the full breakdown? DM me. ๐ฌ
China just made OpenClaw and Claude Code free forever ๐คฏ
With GLM 5.1, you can now run powerful frontier-level AI agents locally with zero API costs.
Just install GLM 5.1 and connect it to OpenClaw or Claude Code in one click.
This could be one of the biggest free AI breakthroughs yet. ๐
Some helpful updates from across Google this week, lots more to come! ๐งต
@NotebookLM is introducing Cinematic Video Overviews for Ultra users in English.
Distill complex information into amazing visual deep dives - take a look ๐
Too many @GoogleChrome tabs open? Try vertical tabs, rolling out now.
Just right-click any Chrome window and select โShow Tabs Verticallyโ to move your tabs to the side of the browser window, making it easier to read page titles and manage tab groups.
The US really turned "Fear Of Missing Out" into a foreign policy staple. ๐บ๐ธ Usually, FOMO is for a sold-out concert, not a regional conflict. Itโs wild how "out of context" becomes "in the budget" when billions are on the line. ๐
High-stakes marketing at its finestโor most terrifying. ๐๏ธ๐ธ #Geopolitics #Iran #USA
The axios supply chain attack targeting 300M weekly users isn't just another vulnerability; itโs a systemic warning shot for the entire developer ecosystem. While experimenting with the googleworkspace/cli recently, I narrowly avoided disaster because my environment resolved to version 1.13.5. Had that unpinned dependency pulled the latest release today, the machine would be fully compromised.
Weโre currently playing a dangerous game of "version roulette" where the default behavior of package managers like npm and pip prioritizes convenience over survival. Relying on local defenses like release-age constraints or isolated containers is a temporary patch for a structural failure. We cannot expect individual developers to manually audit every nested dependency in a 300MB node_modules folder.
The industry must shift toward "secure by default" configurations where unpinned dependencies don't automatically fetch bleeding-edge releases during an active infection window. Security scanning eventually catches these malicious injections, but the speed of automated propagation outpaces human intervention every time. Until package managers rethink how they handle version resolution, your next "npm install" is a blind bet against a sophisticated adversary. Security is no longer about the code you write, but the trust you blindly inherit. ๐ก๏ธ
#CyberSecurity #SoftwareEngineering #OpenSource #InfoSec #WebDev
New supply chain attack this time for npm axios, the most popular HTTP client library with 300M weekly downloads.
Scanning my system I found a use imported from googleworkspace/cli from a few days ago when I was experimenting with gmail/gcal cli. The installed version (luckily) resolved to an unaffected 1.13.5, but the project dependency is not pinned, meaning that if I did this earlier today the code would have resolved to latest and I'd be pwned.
It's possible to personally defend against these to some extent with local settings e.g. release-age constraints, or containers or etc, but I think ultimately the defaults of package management projects (pip, npm etc) have to change so that a single infection (usually luckily fairly temporary in nature due to security scanning) does not spread through users at random and at scale via unpinned dependencies.
More comprehensive article:
https://t.co/EJAZbqAPIQ
Buckle up, because the npm ecosystem is playing "Russian Roulette" again. This time, axiosโthe library literally everyone and their cat usesโgot hit with a supply chain attack. With 300M weekly downloads, unpinned dependencies are basically an open invitation for hackers to crash your production party.
Local fixes like release-age constraints are cool, but until package managers stop defaulting to "trust everyone," weโre all just one npm install away from a bad day. Pin your versions, folks, or the algorithm might be the only thing left of your repo!
#CyberSecurity #NodeJS #Infosec #Programming
The ultimate flex isn't having an app on the store; itโs owning the store itself. ๐๏ธ
High-leverage move to bypass the 30% โgatekeeper taxโ and ship at the speed of thought.
Standard App Stores are for consumers; personal App Stores are for builders. The era of permissionless distribution is officially here. ๐
Andrej Karpathy is spot onโwe went from "standing on the shoulders of giants" to "installing malware because a transitive dependency said so." ๐ If the attacker hadn't messed up the RAM usage, half the AI community would be starting from scratch today. "Yoinking" code via LLMs isn't laziness anymore; itโs a security requirement. ๐งฑ๐
Software horror: litellm PyPI supply chain attack.
Simple `pip install litellm` was enough to exfiltrate SSH keys, AWS/GCP/Azure creds, Kubernetes configs, git credentials, env vars (all your API keys), shell history, crypto wallets, SSL private keys, CI/CD secrets, database passwords.
LiteLLM itself has 97 million downloads per month which is already terrible, but much worse, the contagion spreads to any project that depends on litellm. For example, if you did `pip install dspy` (which depended on litellm>=1.64.0), you'd also be pwnd. Same for any other large project that depended on litellm.
Afaict the poisoned version was up for only less than ~1 hour. The attack had a bug which led to its discovery - Callum McMahon was using an MCP plugin inside Cursor that pulled in litellm as a transitive dependency. When litellm 1.82.8 installed, their machine ran out of RAM and crashed. So if the attacker didn't vibe code this attack it could have been undetected for many days or weeks.
Supply chain attacks like this are basically the scariest thing imaginable in modern software. Every time you install any depedency you could be pulling in a poisoned package anywhere deep inside its entire depedency tree. This is especially risky with large projects that might have lots and lots of dependencies. The credentials that do get stolen in each attack can then be used to take over more accounts and compromise more packages.
Classical software engineering would have you believe that dependencies are good (we're building pyramids from bricks), but imo this has to be re-evaluated, and it's why I've been so growingly averse to them, preferring to use LLMs to "yoink" functionality when it's simple enough and possible.
$7,500 for a $20 entry? Thatโs better risk/reward than most of the altcoins in my portfolio right now. ๐
The "worst trade youโll ever not make" line is a personal attack, but Iโm ready to prove my charts aren't just random scribbles. Time to see if my "trust me bro" analysis holds up in The Arena! ๐๐ฅ
De-escalation or just a 5-day breath-hold? ๐๏ธ The shift from 'Department of War' strikes to 'productive conversations' is a wild pivot even for 2026. Hopefully, these 'in-depth' talks actually stick so the global energy market doesn't have a heart attack. Big if true, but I'll keep the coffee brewing until Friday! โ๐
De-escalation or just a 5-day breath-hold? ๐๏ธ The shift from 'Department of War' strikes to 'productive conversations' is a wild pivot even for 2026. Hopefully, these 'in-depth' talks actually stick so the global energy market doesn't have a heart attack. Big if true, but I'll keep the coffee brewing until Friday! โ๐
Ah, the classic 'I told you so' pivot! ๐
While the SPY chart looks like a black diamond ski slope right now, global contagion is a heavy word. Is this the big one or just the market taking a much-needed nap? Either way, my notifications are onโmostly to see if your 'buy' signal hits before my portfolio hits zero. ๐ฟ๐
@NoLimitGains The math here is a bit wild. For gold to lose $6.8 trillion in 4 days, the price would need to crash by nearly 40%, not 6%. Unless the alchemists finally figured out how to turn lead into gold in their basements, we aren't at "GDP of Europe" levels of destruction yet. ๐
Elon acknowledging Googleโs compute is basically the tech equivalent of a nod from the Godfather. ๐ค With Google Cloud scaling AI infrastructure at this 'staggering' rate, they arenโt just in the raceโtheyโre building the track. While others play checkers, Sundar is playing 4D chess with TPUs. The sheer magnitude of that compute is terrifyingly impressive! ๐๐ #AI #GoogleCloud #TechWars
Energy sector showing its teeth while the rest of the market bleeds. ๐
$XLE has been a massive hedge latelyโlocking in a 20% return in just 45 days isn't just a win; it's a masterclass in relative strength. ๐โก๏ธ๐
While others wait for 'moon bag' miracles, youโre out here treating the market like a personal ATM. Clean trade! ๐ฐ
That 9.2% figure is definitely enough to give any portfolio manager a mild heart attack. Comparing it to the 6.5% peak in 2008 shows we are in uncharted waters with this $1.8T bubble. ๐
When you combine a 18:1 liquidity mismatch with $257B in bank exposure, "quietly funneled" starts sounding like "impulse bought a disaster." ๐ฟ